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uPIM: Performance-aware Online Learning Capable processing-in-Memory 3

uPIM: Performance-aware Online Learning Capable Processing-i...

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IEEE 3rd international conference on Artificial Intelligence Circuits and Systems (AICAS)

作者： Bavikadi, Sathwika Sutradhar, Purab Ranjan Ganguly, Amlan Dinakarrao, Sai Manoj Pudukotai George Mason Univ Dept Elect & Comp Engn Fairfax VA 22030 USA Rochester Inst Technol Dept Comp Engn Rochester NY 14623 USA

ISBN: (纸本)9781665419130

Machine learning and AI-based automated systems are gaining increasing attention for real-time intelligent applications by virtue of a superior co-ordination between the software and the hardware within these systems. Although the majority of the automated systems are implementing Convolutional neural networks (CNNs), and Deep Neural Networks (DNNs) on the hardware with impressive accuracy, a significant amount of cost is associated with data movement in these platforms. Recent advancements in processing-in-memory (PIM), a non-von Neumann computing paradigm, have proven to be very effective in minimizing data communication overheads by performing computations within the memory chip. However, these devices are primarily designed as inference engines and therefore have not been adequately investigated for real-time learning capabilities for applications in changing environments. In this work, we introduce uPIM, a PIM architecture that supports a Generative Adversarial Network (GAN)-based performance-aware online learning model for updating the weights with minimal overheads. Our hardware-software co-design approach exhibits superior performance and efficiency in real-time applications like Autonomous Navigation Systems (ANS) by leveraging massive data-level parallelism and ultra-low data movement latency. The evaluations are performed on multiple state-of-the-art deep learning networks like LeNet, AlexNet, ResNet18, 34, 50 on the German Traffic Sign Recognition Benchmark (GTSRB) dataset and the Belgium Traffic Sign Dataset (BTSD) with several data-precisions. The proposed performance-aware, quantization-friendly online learning based PIM architecture achieves an average accuracy of 72% for GTSRB and 83.4% for BTSD dataset under varying environment for CNNs implemented for Traffic Sign Recognition (TSR) with 8-bit fixed point data-precision.

关键词： Performance evaluation Neural networks Computer architecture parallel processing Generative adversarial networks Real-time systems Hardware

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Medical Image segmentation using hidden markov random field a distributed approach 3

Medical Image segmentation using hidden markov random field ...

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3rd international conference on Digital Information processing and Communications, ICDIPC 2013

作者： Guerrout, El-Hachemi Mahiou, Ramdane Ait-Aoudia, Samy ESI - Ecole nationale Supérieure en Informatique BP 68M Oued-Smar Algiers16270 Algeria

Medical imaging applications produce large sets of similar images. The huge amount of data makes the manual analysis and interpretation a fastidious task. Medical image segmentation is thus an important process in image processing used to partition the images into different regions (e.g. gray matter, white matter and cerebrospinal fluid). Hidden Markov Random Field (HMRF) Model and Gibbs distributions provide powerful tools for image modeling. In this paper, we use a HMRF model to perform segmentation of volumetric medical images. We have a problem with incomplete data. We seek the segmented images according to the MAP (Maximum A Posteriori) criterion. MAP estimation leads to the minimization of an energy function. This problem is computationally intractable. Therefore, optimizations techniques are used to compute a solution. We will evaluate the segmentation upon two major factors: The time of calculation and the quality of segmentation. processing time is reduced by distributing the computation of segmentation on a powerful and inexpensive architecture that consists of a cluster of personal computers. parallel programming was done by using the standard MPI (Message Passing Interface). © 2013 SDIWC.

关键词： Message passing

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An Extensible Framework for Task Partitioning on Heterogeneous Systems 3

An Extensible Framework for Task Partitioning on Heterogeneo...

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3rd international conference for Emerging Technology, INCET 2022

作者： Yekbote, Pavan Raj, Poojita Anupindi, Ravi S. Sudarshan, T.S.B. Pes University Department of Computer Science and Engineering Bangalore India

ISBN: (纸本)9781665494991

High performance computing applications have witnessed significant speedups in performance from leveraging the compute capabilities of heterogeneous platforms. These speedups are seldom taken advantage of in practice partly due to the inefficacy of mapping parallel sections of an application to specific processing units. Ascertaining this mapping necessitates taking into account the run time and compile time features of the application on a heterogeneous platform. This paper proposes a framework capable of classifying a high performance computing application to its optimal partitioning in a heterogeneous CPU-GPU target system. This classifier has been trained on a combination of run time execution metrics and compile time static code features of applications from different domains collected from benchmark suites such as Rodinia [1] and OmpSCR [2]. The contribution of this work is twofold - an extensible framework demonstrating the utility of accurate mapping and a pair of data sets that exhibit the significance of run time and compile time features on the framework estimating the effect of varied input type and size. © 2022 IEEE.

关键词： Graphics processing unit

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Executing real-time constrained control applications modelled in IEC 61499 with respect to dynamic reconfiguration

Executing real-time constrained control applications modelle...

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2005 3rd IEEE international conference on Industrial Informatics, INDIN

作者： Zoitl, Alois Grabmair, Gunnar Auinger, Franz Sünder, Christoph Automation Control Institute Vienna University of Technology Austria Depart. for Industrial Informatics FH Upper Austria - University of Applied Sciences Wels Austria

ISBN: (纸本)0780390946

New fast moving markets demand flexible, adaptable production facilities to allow manufacturing companies a fast reaction on consumer needs. Reconfigurable manufacturing systems provide a solution for these problems. Currently used software architectures have not been designed for providing an infrastructure for such manufacturing systems. With the new standard IEC 61499 the international Electrotechnical Commission provides an architecture for flexible distributed control systems. But it leaves open points regarding real-time execution and reconfiguration in real-time. This work focuses on real-time execution of IEC 61499 applications. It describes all execution elements of IEC 61499 within a device. Different implementation and scheduling approaches are compared and discussed. A first real-time scheduling approach for IEC 61499 control applications allows executing applications with periodic real-time constraints in parallel to unconstrained applications. It serves as a base for an enhanced full featured IEC 61499 real-time execution support © 2005 IEEE.

关键词： distributed parameter control systems

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distributed Handoff Decision Scheme using MIH Function for the Fourth Generation Wireless Networks

Distributed Handoff Decision Scheme using MIH Function for t...

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3rd international conference on Information and Communication Technologies

作者： Tawil, Rami Pujolle, Guy Demerjian, Jacques Univ Paris 06 Paris France CS Le Plessis Robinson France

ISBN: (纸本)9781424417513

Next generation wireless networks environment consists of heterogeneous wireless technologies, offering mobility service. The objective is to exploit the popularity and the high data rates offered by wireless networks such as WE (Wireless Fidelity) or WiMAX (Worldwide Interoperability for Microwave Access) to enhance cellular services i.e. UMTS (Universal Mobile Telecommunication System). In this context, mobile terminal has to make several handoff decisions while moving between these technologies. In this paper we propose using the emerging EEEE802.21 standard defines Media Independent Handover (NUB) functions as transport service in order to offer a vertical handoff decision with a minimum of processing delay.

关键词： Handover Handoff Decision Media Independent Handoff (MIH) Mobile Wireless Network

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processing global nearest neighbor query

Processing global nearest neighbor query

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8th ACIS international conference on Software Engineering, Artificial Intelligence, Networking and parallel/distributed Computing/3rd ACIS international Workshop on Self-Assembling Wireless Networks

作者： Liu Xiaofeng Chen Chuanbo Liu YunSheng Huazhong Univ Sci & Technol Sch Software Engn Wuhan Peoples R China

ISBN: (纸本)9780769529097

This paper presented a new kind of query, global nearest neighbors query, which is based on a special distance, global distance, between two objects during given time interval. According to the relationship with continuous nearest neighbor query, a native algorithm is proposed In terms of the mobility of data set, global distances at different situation are refined and some heuristics are presented for data set indexed by data structure of R tree family. Based on branch and bound technique and proposed pruning, updating and visiting heuristics, recursive depth-first and heap-based best-first query processing algorithms are developed for both cases. An extensive study based on experiments performed with synthetic data sets shows that the best-first algorithms outperform the depth-first algorithms.

关键词： Query processing

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An application of GPU parallel computing to power flow calculation in HVDC networks 23

An application of GPU parallel computing to power flow calcu...

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23rd Euromicro international conference on parallel, distributed, and Network-Based processing (PDP)

作者： Blaskiewicz, Przemyslaw Zawada, Marcin Balcerek, Przemyslaw Dawidowski, Pawel Wroclaw Univ Technol Wroclaw Poland ABB Corp Res Krakow Poland

ISBN: (纸本)9781479984909

Numerical computation on GPU has become easily accessible and offers good computation power for relatively little cost. Recently an application of Newton-Raphson method for analyzing power flow in multi-terminal high-voltage direct current (HVDC) networks was proposed and shown to have good results on five terminal grids. Since this method involves costly matrix operation, especially the inverse, increasing the number of terminals in the grid yields prohibitively large execution times in sequential operation. To address this issue, we adjust the algorithm so that it benefits from parallel computation and test our approach on recent GPU from NVidia. We give experimental results for grids up to few thousand terminals and show that execution time is still acceptable for real applications. We also provide some benchmarks of the GPU computation compared with other platforms.

关键词： High-voltage direct current (HVDC) GRAPPER PICK UP Graphics processing Unit parallel processing (COMPUTERS) grids execution time power flow calculation matrix calculation numerical calculation Device Terminal

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Evaluation of shortest path routing algorithms in multi connected distributed loop networks

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3rd Asian Applied Computing conference, AACC 2005

作者： Vasappanavara, Ramesh Seetaramnath, Mn Dept. of Computer Science and Engineering GVP College of Engineering Visakhapatnam-530042 India Dept. of Computer Science and Engineering A.U. College of Engineering Visakhapatnam India

ISBN: (纸本)1860948278

Loop networks with multiple hops offer smaller diameters, path lengths and better fault-tolerance. These networks, also known as multi connected distributed loop (MCDL) networks in the literature, have extensive uses in LAN, parallel processing, and multi processing environments. Results exist for finding shortest path between a single pair in O(8) time where 5 is diameter of distributed loop [4], and in O(h/g + log h), and g is GCD(N, h), where N is number of nodes h is hop size, without any knowledge of diameter [1]. In this paper we compare these algorithms based on their performance at various network loads.

关键词： Routing algorithms

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Global optimal partitioning of parallel loops for minimal data movement in limited memory embedded systems

Global optimal partitioning of parallel loops for minimal da...

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3rd international conference on Communications in Computing

作者： Lin, J Lin, XL Univ Minnesota Dept Comp Sci & Engn Minneapolis MN 55455 USA

ISBN: (纸本)1932415068

Embedded systems are often characterized by limited memory while many applications on these systems are memory-intensive. Reducing the overhead of data movement between global memory and distributed local memory in such a system is critical to the performance of these applications. In this paper, we propose a unified theoretical framework for automatically partitioning parallel loops to optimize the data movement on such systems. We first introduce the notion of data movement and build a simple but accurate data movement model to estimate the overhead of the data movement for the footprint. We then present an algorithm to derive an optimal loop partitioning to minimize the number of data movement across the loop nests. We have implemented the framework in a parallel compiler on VE16, a limited memory embedded commercial system, and the experiment results demonstrate the efficiency of the proposed method.

关键词： Embedded systems

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Interval event stream processing 09

Interval event stream processing

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3rd ACM international conference on distributed Event-Based Systems, DEBS 2009

作者： Li, Ming Mani, Murali Rundensteiner, Elke A. Wang, Di Lin, Tao Dept. of Computer Science Worcester Polytechnic Institute WorcesterMA United States Research and Development Amitive Inc. Redwood CityCA United States

ISBN: (纸本)9781605586656

Event stream processing (ESP) has become increasingly important in modern applications, ranging from supply chain management to real-time intrusion detection. Existing ESP engines have focused on detecting temporal patterns from instantaneous events, that is, events with no duration. Under such a model, an event instance can only be happening "before", "after" or "at the same time as" another event instance. However, such sequential patterns are inadequate to express the complex temporal relationships in domains such as medical, finance and meteorology, where the events' durations could play an important role.

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